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  "sampling": "publication-count proportional, redistributing shortages within the audited reference pool",
  "seed": 42,
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    "reset_patience_on_new_top3_best": true,
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  },
  "checkpoint_selection": "highest validation top3, earlier checkpoint on ties",
  "test_scored": false
}